In [5]:
pip install --upgrade pip

Requirement already satisfied: pip in c:\users\par20\anaconda3\lib\site-packages (21.0.1)
Collecting pip
  Downloading pip-22.3-py3-none-any.whl (2.1 MB)
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  Attempting uninstall: pip
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Note: you may need to restart the kernel to use updated packages.
In [8]:
pip install Pandas-Profiling

Collecting Pandas-Profiling
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Building wheels for collected packages: htmlmin
  Building wheel for htmlmin (setup.py): started
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  Created wheel for htmlmin: filename=htmlmin-0.1.12-py3-none-any.whl size=27085 sha256=cf877cfb86000ae7eab087c0aa30aef0b977fa64327c0ccef9e5c16572441bac
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Successfully built htmlmin
Installing collected packages: htmlmin, tangled-up-in-unicode, pydantic, patsy, packaging, multimethod, joblib, imagehash, visions, statsmodels, phik, missingno, Pandas-Profiling
  Attempting uninstall: patsy
    Found existing installation: patsy 0.5.1
    Uninstalling patsy-0.5.1:
      Successfully uninstalled patsy-0.5.1
  Attempting uninstall: packaging
    Found existing installation: packaging 20.9
    Uninstalling packaging-20.9:
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  Attempting uninstall: joblib
    Found existing installation: joblib 1.0.1
    Uninstalling joblib-1.0.1:
      Successfully uninstalled joblib-1.0.1
  Attempting uninstall: statsmodels
    Found existing installation: statsmodels 0.12.2
    Uninstalling statsmodels-0.12.2:
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Successfully installed Pandas-Profiling-3.3.0 htmlmin-0.1.12 imagehash-4.3.1 joblib-1.1.1 missingno-0.5.1 multimethod-1.8 packaging-21.3 patsy-0.5.3 phik-0.12.2 pydantic-1.9.2 statsmodels-0.13.2 tangled-up-in-unicode-0.2.0 visions-0.7.5
Note: you may need to restart the kernel to use updated packages.
In [10]:
import numpy as np
import pandas as pd
from pandas_profiling import ProfileReport
In [13]:
df_Covid19_patient_impact = pd.read_csv("C:/Users/par20/Downloads/COVID-19_Reported_Patient_Impact_and_Hospital_Capacity_by_Facility.csv")
df_Covid19_patient_impact.head()
Out[13]:
hospital_pk collection_week state ccn hospital_name address city zip hospital_subtype fips_code ... previous_day_admission_pediatric_covid_confirmed_unknown_7_day_sum staffed_icu_pediatric_patients_confirmed_covid_7_day_avg staffed_icu_pediatric_patients_confirmed_covid_7_day_coverage staffed_icu_pediatric_patients_confirmed_covid_7_day_sum staffed_pediatric_icu_bed_occupancy_7_day_avg staffed_pediatric_icu_bed_occupancy_7_day_coverage staffed_pediatric_icu_bed_occupancy_7_day_sum total_staffed_pediatric_icu_beds_7_day_avg total_staffed_pediatric_icu_beds_7_day_coverage total_staffed_pediatric_icu_beds_7_day_sum
0 50742 2022-09-09 CA 50742 OLYMPIA MEDICAL CENTER 5900 WEST OLYMPIC BOULEVARD LOS ANGELES 90036.0 Short Term 6037.0 ... NaN NaN 0 NaN NaN 0 NaN NaN 0 NaN
1 360362 2022-09-09 OH 360362 TRIHEALTH EVENDALE HOSPITAL 3155 GLENDALE MILFORD ROAD CINCINNATI 45241.0 Short Term 39061.0 ... 0.0 0.0 7 0.0 0.0 7 0.0 0.0 7 0.0
2 50028 2022-09-02 CA 50028 MAD RIVER COMMUNITY HOSPITAL 3800 JANES RD ARCATA 95521.0 Short Term 6023.0 ... NaN NaN 0 NaN NaN 0 NaN NaN 0 NaN
3 100106 2022-09-02 FL 100106 DOCTORS MEMORIAL HOSPITAL INC 333 N BYRON BUTLER PKWY PERRY 32348.0 Short Term 12123.0 ... 0.0 0.0 7 0.0 0.0 7 0.0 0.0 7 0.0
4 110190 2022-09-02 GA 110190 FLINT RIVER COMMUNITY HOSPITAL 509 SUMTER STREET, BOX 770 MONTEZUMA 31063.0 Short Term 13193.0 ... 0.0 0.0 7 0.0 0.0 7 0.0 0.0 7 0.0

5 rows × 128 columns

In [17]:
profile_minimal = ProfileReport(df_Covid19_patient_impact, title="Pandas Profiling Report", minimal = True)
In [18]:
profile_minimal
Out[18]:




















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